AES VIRTUAL SYMPOSIUM: APPLICATIONS OF MACHINE LEARNING IN AUDIO
September 28-29 2020
"Learning Tunable Audio Effects via Neural Networks with Self-Attention"
Scott H. Hawley, Belmont University
Preview video of talk:
Transcript of Audio
Papers, Samples, Demo, Code:
(Note: The "SignalTrain+QKV attention" is work-in-progress not released yet.)
SignalTrain (2019)
Hawley, Colburn, & Mimilakis
Paper:
Official AES Version
,
Preprint (ArXiv)
Demo + Audio Samples
Code (PyTorch)
Dataset
"SignalTrain 2" (2020)
Mitchell & Hawley
Paper: Accepted for
AES 149
,
Preprint (ArXiv)
Audio Samples
Dataset
Learning ML+Audio:
ml-audio-start
Scott H. Hawley
,
@drscotthawley
"Learning Tunable Audio Effects via Neural Networks with Self-Attention"
"Learning Tunable Audio Effects via Neural Networks with Self-Attention"